Obesity-Dependent Metabolic Signatures Associated with Nonalcoholic Fatty Liver Disease Progression

被引:181
作者
Barr, J. [2 ]
Caballeria, J. [3 ]
Martinez-Arranz, I. [2 ]
Dominguez-Diez, A. [4 ]
Alonso, C. [2 ]
Muntane, J. [5 ,6 ]
Perez-Cormenzana, M. [2 ]
Garcia-Monzon, C. [7 ]
Mayo, R. [2 ]
Martin-Duce, A. [8 ]
Romero-Gomez, M. [9 ]
Lo Iacono, O. [10 ]
Tordjman, J. [11 ,12 ,13 ]
Andrade, R. J. [14 ]
Perez-Carreras, M. [15 ]
Le Marchand-Brustel, Y. [16 ]
Tian, A. [16 ]
Fernandez-Escalante, C. [4 ]
Arevalo, E. [5 ,6 ]
Garcia-Unzueta, M. [4 ]
Clement, K. [11 ,12 ,13 ]
Crespo, J. [4 ]
Gual, P. [16 ]
Gomez-Fleitas, M. [4 ]
Martinez-Chantar, M. L. [1 ]
Castro, A. [2 ]
Lu, S. C. [17 ]
Vazquez-Chantada, M. [2 ]
Mato, J. M. [1 ]
机构
[1] CIBERehd, CIC BioGUNE, Derio 48160, Bizkaia, Spain
[2] OWL, Derio, Bizkaia, Spain
[3] Hosp Clin Barcelona, Ctr Invest Biomed Red Enfermedades Hepat & Digest, Liver Unit, Inst Invest Biomed August Pi Sunyer IDIBAPS, Barcelona, Spain
[4] Univ Cantabria, Hosp Univ Marques Valdecilla, Serv Anal Clin, Serv Cirugia Gen,Serv Aparato Digest, E-39005 Santander, Spain
[5] Reina Sofia Univ Hosp, Liver Res Unit, Surg Dept, IMIBIC, Cordoba, Spain
[6] CIBERehd, Inst Salud Carlos III, Madrid, Spain
[7] Univ Hosp Santa Cristina, CIBERehd, Inst Invest Sanit Princesa, Liver Res Unit, Madrid, Spain
[8] Univ Alcala de Henares, Hosp Univ Principe Asturias, Dept Enfermeria, Madrid, Spain
[9] Univ Seville, CIBERehd, Hosp Univ Nuestra Senora Valme, UG MQ Enf Digest, Seville, Spain
[10] Hosp Tajo, Secc Aparato Digest, Aranjuez, Spain
[11] Hop La Pitie Salpetriere, ICAN Inst Cardiometab & Nutr, Paris, France
[12] INSERM, U872, Paris, France
[13] Univ Paris 06, Ctr Rech Cordeliers, UMR S 872, Paris, France
[14] Hosp Clin Virgen Victoria, Hepatol Sect, CIBERehd, Malaga, Spain
[15] Hosp Univ 12 Octubre, Madrid, Spain
[16] Univ Nice Sophia Antipolis, INSERM, U895,Ctr Hosp Univ Nice, Team 8 Hepat Complicat Obesity,Fac Med,Digest Ctr, Nice, France
[17] Univ So Calif, Div Gastrointestinal & Liver Dis, USC Res Ctr Liver Dis,Keck Sch Med, So Calif Res Ctr Alcohol Liver & Pancreat Dis & C, Los Angeles, CA 90033 USA
关键词
NAFLD; steatosis; NASH; metabolomics; biomarkers; LIQUID-CHROMATOGRAPHY; INSULIN-RESISTANCE; HEPATIC STEATOSIS; MOUSE MODEL; STEATOHEPATITIS; ACIDS; SUSCEPTIBILITY; LIPOGENESIS; BIOPSY; PLASMA;
D O I
10.1021/pr201223p
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Our understanding of the mechanisms by which nonalcoholic fatty liver disease (NAFLD) progresses from simple steatosis to steatohepatitis (NASH) is still very limited. Despite the growing number of studies linking the disease with altered serum metabolite levels, an obstacle to the development of metabolome-based NAFLD predictors has been the lack of large cohort data from biopsy-proven patients matched for key metabolic features such as obesity. We studied 467 biopsied individuals with normal liver histology (n = 90) or diagnosed with NAFLD (steatosis, n = 246; NASH, n = 131), randomly divided into estimation (80% of all patients) and validation (20% of all patients) groups. Qualitative determinations of 540 serum metabolite variables were performed using ultraperformance liquid chromatography coupled to mass spectrometry (UPLC-MS). The metabolic profile was dependent on patient body-mass index (BMI), suggesting that the NAFLD pathogenesis mechanism may be quite different depending on an individual's level of obesity. A BMI-stratified multivariate model based on the NAFLD serum metabolic profile was used to separate patients with and without NASH. The area under the receiver operating characteristic curve was 0.87 in the estimation and 0.85 in the validation group. The cutoff (0.54) corresponding to maximum average diagnostic accuracy (0.82) predicted NASH with a sensitivity of 0.71 and a specificity of 0.92 (negative/positive predictive values = 0.82/0.84). The present data, indicating that a BMI-dependent serum metabolic profile may be able to reliably distinguish NASH from steatosis patients, have significant implications for the development of NASH biomarkers and potential novel targets for therapeutic intervention.
引用
收藏
页码:2521 / 2532
页数:12
相关论文
共 45 条
[1]  
Aarsland A, 1998, J LIPID RES, V39, P1280
[2]   Nonalcoholic fatty liver disease [J].
Brunt, Elizabeth M. ;
Wong, Vincent W. -S. ;
Nobili, Valerio ;
Day, Christopher P. ;
Sookoian, Silvia ;
Maher, Jacquelyn J. ;
Bugianesi, Elisabetta ;
Sirlin, Claude B. ;
Neuschwander-Tetri, BrentA. ;
Rinella, Mary E. .
NATURE REVIEWS DISEASE PRIMERS, 2015, 1
[3]   Obesity and nonalcoholic fatty liver disease [J].
Angulo, Paul .
NUTRITION REVIEWS, 2007, 65 (06) :S57-S63
[4]   Metabolomics: from small molecules to big ideas [J].
Baker, Monya .
NATURE METHODS, 2011, 8 (02) :117-121
[5]   Liquid Chromatography-Mass Spectrometry-Based Parallel Metabolic Profiling of Human and Mouse Model Serum Reveals Putative Biomarkers Associated with the Progression of Nonalcoholic Fatty Liver Disease [J].
Barr, Jonathan ;
Vazquez-Chantada, Mercedes ;
Alonso, Cristina ;
Perez-Cormenzana, Miriam ;
Mayo, Rebeca ;
Galan, Asier ;
Caballeria, Juan ;
Martin-Duce, Antonio ;
Tran, Albert ;
Wagner, Conrad ;
Luka, Zigmund ;
Lu, Shelly C. ;
Castro, Azucena ;
Le Marchand-Brustel, Yannick ;
Luz Martinez-Chantar, M. ;
Veyrie, Nicolas ;
Clement, Karine ;
Tordjman, Joan ;
Gual, Philippe ;
Mato, Jose M. .
JOURNAL OF PROTEOME RESEARCH, 2010, 9 (09) :4501-4512
[6]   Lipidomic Dissection of Nonalcoholic Steatohepatitis: Moving Beyond Foie Gras to Fat Traffic [J].
Bass, Nathan M. .
HEPATOLOGY, 2010, 51 (01) :4-7
[7]   Three for the price of one knockout - A mouse model of a congenital peroxisomal disorder, steatohepatitis, and hepatocarcinogenesis - Comments [J].
Bass, NM .
HEPATOLOGY, 1999, 29 (02) :606-608
[8]   THE MEASUREMENT OF CARNITINE AND ACYL-CARNITINES - APPLICATION TO THE INVESTIGATION OF PATIENTS WITH SUSPECTED INHERITED DISORDERS OF MITOCHONDRIAL FATTY-ACID OXIDATION [J].
BHUIYAN, AKMJ ;
JACKSON, S ;
TURNBULL, DM ;
AYNSLEYGREEN, A ;
LEONARD, JV ;
BARTLETT, K .
CLINICA CHIMICA ACTA, 1992, 207 (03) :185-204
[9]   The diagnostic accuracy of US, CT, MRI and 1H-MRS for the evaluation of hepatic steatosis compared with liver biopsy: a meta-analysis [J].
Bohte, Anneloes E. ;
van Werven, Jochem R. ;
Bipat, Shandra ;
Stoker, Jaap .
EUROPEAN RADIOLOGY, 2011, 21 (01) :87-97
[10]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32